{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 2. 两种绘图接口\n",
        "\n",
        "## 知识点讲解\n",
        "\n",
        "Matplotlib 提供了两种主要的绘图接口，每种接口都有其适用场景。\n",
        "\n",
        "### Pyplot 接口（面向脚本，快速绘图）\n",
        "\n",
        "**方法说明**：\n",
        "- Pyplot 是 Matplotlib 的函数式接口\n",
        "- 提供类似 MATLAB 的绘图风格\n",
        "- 自动管理 Figure 和 Axes 对象\n",
        "- 适合快速原型和简单绘图\n",
        "\n",
        "**语法格式**：\n",
        "```python\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.plot(x, y)\n",
        "plt.xlabel('X Label')\n",
        "plt.ylabel('Y Label')\n",
        "plt.title('Title')\n",
        "plt.show()\n",
        "```\n",
        "\n",
        "**常用函数**：\n",
        "- `plt.plot()`: 绘制线图\n",
        "- `plt.scatter()`: 绘制散点图\n",
        "- `plt.bar()`: 绘制柱状图\n",
        "- `plt.hist()`: 绘制直方图\n",
        "- `plt.show()`: 显示图形\n",
        "- `plt.figure()`: 创建新图形\n",
        "- `plt.subplot()`: 创建子图\n",
        "\n",
        "**适用场景**：\n",
        "- 快速数据探索\n",
        "- 简单图表绘制\n",
        "- 交互式数据分析\n",
        "- 学习和教学示例\n",
        "\n",
        "### 面向对象接口（OO接口，精确控制）\n",
        "\n",
        "**方法说明**：\n",
        "- 显式创建和管理 Figure 和 Axes 对象\n",
        "- 提供更精确的控制\n",
        "- 适合复杂图表和程序化绘图\n",
        "- 推荐用于生产环境\n",
        "\n",
        "**语法格式**：\n",
        "```python\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "fig, ax = plt.subplots()\n",
        "ax.plot(x, y)\n",
        "ax.set_xlabel('X Label')\n",
        "ax.set_ylabel('Y Label')\n",
        "ax.set_title('Title')\n",
        "plt.show()\n",
        "```\n",
        "\n",
        "**核心对象**：\n",
        "- `fig = plt.figure()`: 创建图形对象\n",
        "- `ax = fig.add_subplot()`: 创建坐标轴对象\n",
        "- `fig, ax = plt.subplots()`: 同时创建图形和坐标轴\n",
        "\n",
        "**适用场景**：\n",
        "- 复杂多子图布局\n",
        "- 需要精确控制图表元素\n",
        "- 程序化批量生成图表\n",
        "- 生产环境代码\n",
        "\n",
        "### 两种接口的选择\n",
        "\n",
        "**选择 Pyplot 接口的情况**：\n",
        "- 快速绘制简单图表\n",
        "- 交互式数据分析\n",
        "- 学习和实验\n",
        "\n",
        "**选择面向对象接口的情况**：\n",
        "- 需要多个子图\n",
        "- 需要精确控制\n",
        "- 代码需要复用和维护\n",
        "- 生产环境应用\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {},
      "outputs": [
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "\n",
        "# 基础示例：Pyplot 接口\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "# 设置支持中文字体（如微软雅黑，如果未安装会降级）\n",
        "plt.rcParams['font.sans-serif'] = ['Microsoft YaHei', 'SimHei', 'Arial Unicode MS']  # 依赖于系统已安装字体\n",
        "plt.rcParams['axes.unicode_minus'] = False  # 正常显示负号\n",
        "\n",
        "# 准备数据\n",
        "x = np.linspace(0, 10, 100)\n",
        "y = np.sin(x)\n",
        "\n",
        "# 使用 Pyplot 接口绘图\n",
        "plt.plot(x, y, label='sin(x)')\n",
        "plt.xlabel('X 轴')\n",
        "plt.ylabel('Y 轴')\n",
        "plt.title('使用 Pyplot 接口绘制正弦函数')\n",
        "plt.legend()\n",
        "plt.grid(True, alpha=0.3)\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 基础示例：面向对象接口\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "# 准备数据\n",
        "x = np.linspace(0, 10, 100)\n",
        "y = np.sin(x)\n",
        "\n",
        "# 使用面向对象接口绘图\n",
        "fig, ax = plt.subplots()\n",
        "ax.plot(x, y, label='sin(x)')\n",
        "ax.set_xlabel('X 轴')\n",
        "ax.set_ylabel('Y 轴')\n",
        "ax.set_title('使用面向对象接口绘制正弦函数')\n",
        "ax.legend()\n",
        "ax.grid(True, alpha=0.3)\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x800 with 4 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 进阶示例：Pyplot 接口绘制多个子图\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "x = np.linspace(0, 10, 100)\n",
        "\n",
        "# 创建 2x2 子图布局\n",
        "plt.figure(figsize=(10, 8))\n",
        "\n",
        "plt.subplot(2, 2, 1)\n",
        "plt.plot(x, np.sin(x))\n",
        "plt.title('sin(x)')\n",
        "\n",
        "plt.subplot(2, 2, 2)\n",
        "plt.plot(x, np.cos(x))\n",
        "plt.title('cos(x)')\n",
        "\n",
        "plt.subplot(2, 2, 3)\n",
        "plt.plot(x, np.tan(x))\n",
        "plt.title('tan(x)')\n",
        "plt.ylim(-5, 5)\n",
        "\n",
        "plt.subplot(2, 2, 4)\n",
        "plt.plot(x, np.exp(-x))\n",
        "plt.title('exp(-x)')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x800 with 4 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 进阶示例：面向对象接口绘制多个子图（推荐方式）\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "x = np.linspace(0, 10, 100)\n",
        "\n",
        "# 使用 subplots 创建多个子图\n",
        "fig, axes = plt.subplots(2, 2, figsize=(10, 8))\n",
        "\n",
        "# 绘制各个子图\n",
        "axes[0, 0].plot(x, np.sin(x))\n",
        "axes[0, 0].set_title('sin(x)')\n",
        "\n",
        "axes[0, 1].plot(x, np.cos(x))\n",
        "axes[0, 1].set_title('cos(x)')\n",
        "\n",
        "axes[1, 0].plot(x, np.tan(x))\n",
        "axes[1, 0].set_title('tan(x)')\n",
        "axes[1, 0].set_ylim(-5, 5)\n",
        "\n",
        "axes[1, 1].plot(x, np.exp(-x))\n",
        "axes[1, 1].set_title('exp(-x)')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 实际应用场景：对比两种接口在复杂图表中的使用\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "# 数据准备\n",
        "x = np.linspace(0, 2*np.pi, 100)\n",
        "y1 = np.sin(x)\n",
        "y2 = np.cos(x)\n",
        "\n",
        "# 方式1：Pyplot 接口（简单但不够灵活）\n",
        "plt.figure(figsize=(12, 5))\n",
        "\n",
        "plt.subplot(1, 2, 1)\n",
        "plt.plot(x, y1, label='sin(x)', linewidth=2)\n",
        "plt.plot(x, y2, label='cos(x)', linewidth=2)\n",
        "plt.xlabel('X')\n",
        "plt.ylabel('Y')\n",
        "plt.title('Pyplot 接口')\n",
        "plt.legend()\n",
        "plt.grid(True, alpha=0.3)\n",
        "\n",
        "# 方式2：面向对象接口（推荐，更灵活）\n",
        "ax = plt.subplot(1, 2, 2)\n",
        "ax.plot(x, y1, label='sin(x)', linewidth=2)\n",
        "ax.plot(x, y2, label='cos(x)', linewidth=2)\n",
        "ax.set_xlabel('X')\n",
        "ax.set_ylabel('Y')\n",
        "ax.set_title('面向对象接口')\n",
        "ax.legend()\n",
        "ax.grid(True, alpha=0.3)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 常见错误和注意事项\n",
        "\n",
        "1. **混合使用两种接口**\n",
        "   - 错误：在同一代码中混用两种接口可能导致混乱\n",
        "   - 解决：选择一种接口并保持一致\n",
        "\n",
        "2. **Pyplot 接口的状态管理**\n",
        "   - Pyplot 维护全局状态，可能影响后续绘图\n",
        "   - 使用 `plt.clf()` 清除当前图形，`plt.close()` 关闭图形\n",
        "\n",
        "3. **面向对象接口的对象引用**\n",
        "   - 需要保存 `fig` 和 `ax` 对象的引用\n",
        "   - 避免在函数中丢失对象引用\n",
        "\n",
        "4. **子图索引**\n",
        "   - Pyplot: `plt.subplot(2, 2, 1)` 使用 1-based 索引\n",
        "   - OO接口: `axes[0, 0]` 使用 0-based 索引\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 总结\n",
        "\n",
        "### 方法对比\n",
        "\n",
        "| 特性 | Pyplot 接口 | 面向对象接口 |\n",
        "|------|------------|-------------|\n",
        "| 易用性 | ⭐⭐⭐⭐⭐ | ⭐⭐⭐ |\n",
        "| 灵活性 | ⭐⭐⭐ | ⭐⭐⭐⭐⭐ |\n",
        "| 控制精度 | ⭐⭐⭐ | ⭐⭐⭐⭐⭐ |\n",
        "| 适合场景 | 快速绘图、学习 | 复杂图表、生产环境 |\n",
        "| 代码可维护性 | ⭐⭐⭐ | ⭐⭐⭐⭐⭐ |\n",
        "\n",
        "### 最佳实践\n",
        "\n",
        "1. **学习阶段**：从 Pyplot 接口开始，快速上手\n",
        "2. **生产环境**：使用面向对象接口，代码更清晰、可维护\n",
        "3. **复杂图表**：优先使用面向对象接口\n",
        "4. **代码风格**：在项目中保持一致的接口选择\n",
        "\n",
        "### 性能建议\n",
        "\n",
        "- 面向对象接口在批量生成图表时性能更好\n",
        "- 使用 `plt.subplots()` 一次性创建多个子图比多次调用 `plt.subplot()` 更高效\n",
        "- 在循环中绘图时，使用面向对象接口可以更好地管理内存\n"
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "ml311",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.11.0"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 2
}
